{
 "cells": [
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   "metadata": {},
   "outputs": [
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     "text": [
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    {
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     "output_type": "stream",
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     "output_type": "stream",
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      "第 19970 次acc:%.2f 0.9646339\n",
      "第 19971 次acc:%.2f 0.96463484\n",
      "第 19972 次acc:%.2f 0.96463585\n",
      "第 19973 次acc:%.2f 0.96463686\n",
      "第 19974 次acc:%.2f 0.9646378\n",
      "第 19975 次acc:%.2f 0.9646388\n",
      "第 19976 次acc:%.2f 0.9646398\n",
      "第 19977 次acc:%.2f 0.9646408\n",
      "第 19978 次acc:%.2f 0.9646418\n",
      "第 19979 次acc:%.2f 0.96464276\n",
      "第 19980 次acc:%.2f 0.9646438\n",
      "第 19981 次acc:%.2f 0.96464473\n",
      "第 19982 次acc:%.2f 0.96464574\n",
      "第 19983 次acc:%.2f 0.9646467\n",
      "第 19984 次acc:%.2f 0.9646477\n",
      "第 19985 次acc:%.2f 0.96464866\n",
      "第 19986 次acc:%.2f 0.9646497\n",
      "第 19987 次acc:%.2f 0.9646507\n",
      "第 19988 次acc:%.2f 0.96465164\n",
      "第 19989 次acc:%.2f 0.96465266\n",
      "第 19990 次acc:%.2f 0.9646536\n",
      "第 19991 次acc:%.2f 0.9646546\n",
      "第 19992 次acc:%.2f 0.9646556\n",
      "第 19993 次acc:%.2f 0.9646566\n",
      "第 19994 次acc:%.2f 0.96465755\n",
      "第 19995 次acc:%.2f 0.96465856\n",
      "第 19996 次acc:%.2f 0.9646596\n",
      "第 19997 次acc:%.2f 0.9646605\n",
      "第 19998 次acc:%.2f 0.96466154\n",
      "第 19999 次acc:%.2f 0.9646625\n"
     ]
    }
   ],
   "source": [
    "'''\n",
    "1.数据准备：yale开源人脸库\n",
    "2.准备训练数据以及标签\n",
    "3.构建cnn\n",
    "4.检测\n",
    "'''\n",
    "import tensorflow as tf\n",
    "import numpy as np\n",
    "import scipy.io as sio\n",
    "\n",
    "# 加载数据\n",
    "file = open('Yale_64x64.mat','rb')\n",
    "fileDict = sio.loadmat(file)\n",
    "# 设置参数\n",
    "learnRate = 0.005\n",
    "trainSize = 165\n",
    "testSize = 64\n",
    "trainTimes = 20000\n",
    "\n",
    "# yale文件为字典类型 key为fea value为gnd\n",
    "trainData = fileDict['fea']\n",
    "trainLable = fileDict['gnd']\n",
    "# 将数据进行无序排列\n",
    "trainData = np.random.permutation(trainData)\n",
    "trainLable = np.random.permutation(trainLable)\n",
    "# 从训练数据中抽取出64个作测试\n",
    "testData = trainData[0:64]\n",
    "testLabel = trainLable[0:64]\n",
    "np.random.seed(100)\n",
    "testData = np.random.permutation(testData)\n",
    "np.random.seed(100)\n",
    "testLabel = np.random.permutation(testLabel)\n",
    "# 更改训练数据维度并进行归一化\n",
    "trainData = trainData.reshape(trainData.shape[0],64,64,1).astype(np.float32)/255\n",
    "# yale数据库里有165张图片对应的是15个人\n",
    "trainLabelNew = np.zeros((165,15))\n",
    "for i in range(0,trainSize):\n",
    "    # 1-15 -> 0-14\n",
    "    j = int(trainLable[i,0]) - 1\n",
    "    trainLabelNew[i,j] = 1\n",
    "# 更改测试数据维度并进行归一化\n",
    "testDataInput = testData.reshape(testData.shape[0],64,64,1).astype(np.float32)/255\n",
    "testLabelNew = np.zeros((64,15))\n",
    "dataInput = tf.placeholder(tf.float32,[None,64,64,1])\n",
    "labelInput = tf.placeholder(tf.float32,[None,15])\n",
    "# 抽取了64个测试数据\n",
    "for i in range(0,testSize):\n",
    "    # 1-15 -> 0-14\n",
    "    j = int(testLabel[i,0]) - 1\n",
    "    testLabelNew[i,j] = 1\n",
    "\n",
    "# 构建cnn\n",
    "layer1 = tf.layers.conv2d(inputs=dataInput,filters=32,kernel_size=2,strides=1,padding='SAME',activation=tf.nn.relu)\n",
    "layer1Pool = tf.layers.max_pooling2d(layer1,pool_size=2,strides=2)\n",
    "layer2 = tf.reshape(layer1Pool,[-1,32*32*32])\n",
    "layer2Relu = tf.layers.dense(layer2,1024,tf.nn.relu)\n",
    "output = tf.layers.dense(layer2Relu,15)\n",
    "loss = tf.losses.softmax_cross_entropy(onehot_labels=labelInput,logits=output)\n",
    "train = tf.train.GradientDescentOptimizer(learnRate).minimize(loss)\n",
    "accuracy = tf.metrics.accuracy(labels=tf.arg_max(labelInput,1),predictions=tf.arg_max(output,1))[1]\n",
    "\n",
    "# 运行模型\n",
    "init = tf.group(tf.global_variables_initializer(),tf.local_variables_initializer())\n",
    "with tf.Session() as sess:\n",
    "    sess.run(init)\n",
    "    for i in range(0,trainTimes):\n",
    "        trainDataInput = np.array(trainData)\n",
    "        trainLableInput = np.array(trainLabelNew)\n",
    "        sess.run([train,loss],feed_dict={dataInput:trainDataInput,labelInput:trainLableInput})\n",
    "        acc = sess.run(accuracy,feed_dict={dataInput:testDataInput,labelInput:testLabelNew})\n",
    "        print('第',i,'次acc:%.2f',acc)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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